Agent use cases
Explore production agents that investigate, build, publish, optimise, and coordinate work across the systems your teams already use.
Browse the catalogue
Six workflow areas. Forty-three practical starting points for putting persistent agents into production.
43 use cases
01 / Reliability & operations
UC-001Incident response
Datadog alert → inspect affected Kubernetes workloads, recent deployments and Postgres behaviour → create incident → open or update a Linear or Jira work item → suggest remediation.
Correlates metrics, logs, traces, deploys and database symptoms; generates an incident summary and likely root cause.
UC-002Remediation
Detect unhealthy pods or saturation → restart workload, scale replicas, roll back a deployment or run a Kubernetes Job → verify recovery in Datadog → update ticket.
Chooses an approved runbook and evaluates whether the remediation actually worked.
UC-003Signal management
Collect many Datadog monitors → group alerts by service, deployment, cluster and time window → create one parent incident instead of 50 tickets.
Determines which alerts are symptoms of the same underlying failure.
UC-004Issue management
New Jira or Linear production bug → attach relevant dashboards, logs, traces, Kubernetes events, affected versions and database queries.
Converts a vague report into a reproducible engineering investigation.
UC-005Release safety
Before deployment, inspect unresolved incidents, risky Jira or Linear issues, recent error rates and Postgres migration impact → approve, warn or block release.
Produces a contextual risk score and explains the factors behind it.
UC-006Release safety
Kubernetes rollout completes → compare Datadog metrics before and after → detect regressions → automatically roll back or create a defect.
Distinguishes normal variance from likely deployment-caused degradation.
UC-007Database
Datadog finds a slow Postgres query → retrieve execution context and affected services → identify a related deployment or ticket → open an optimization task.
Explains likely query bottlenecks and proposes indexes, query changes or capacity actions for review.
UC-008FinOps
Analyse Kubernetes requests, limits and actual utilisation → recommend rightsizing → create changes as tickets or pull-request inputs.
Balances cost reduction against reliability and traffic patterns.
UC-009Reliability
Datadog shows recurring SLO violations → identify contributing services and incidents → create or reprioritise reliability work.
Quantifies expected reliability impact so work is prioritised by operational value.
UC-010Security
Detect suspicious runtime behaviour or a vulnerable deployment → identify workload owner → isolate or restrict workload → create tracked remediation work.
Summarises evidence, estimates severity and recommends containment steps.
UC-011Runbooks
Engineer comments “diagnose latency” on a Jira or Linear issue → agent runs approved read-only diagnostics across Datadog, Kubernetes and Postgres → posts findings.
Translates natural-language requests into structured, auditable tool calls.
UC-012Insights
Combine Jira or Linear delivery data with Datadog production outcomes → measure which projects reduce incidents, latency or operational load.
Produces outcome-based reporting rather than only velocity reporting.
02 / Software delivery
UC-013CI/CD
Build fails → read build logs → identify the root cause → commit a fix to the pull-request branch → re-trigger builds until they pass.
Diagnoses failures from build evidence and generates a scoped code change that is verified by the same CI system.
UC-014Code quality
Pull request opens or changes → inspect the diff, repository context and tests → post actionable review findings.
Reviews changes for code quality, security issues and gaps in test coverage.
UC-015Testing
Coverage report updates → identify untested lines and branches → generate targeted tests → run the suite and verify the coverage increase.
Understands the uncovered behaviour and writes meaningful tests to close coverage gaps.
UC-016Code health
Scan flag usage and rollout state → detect stale flags → trace affected code paths → validate removal and prepare the change.
Determines whether a flag is safe to remove and identifies the code, configuration and tests that must change with it.
UC-017Kubernetes
Kubernetes deployment fails → inspect rollout status, events and manifests → fix manifest issues → redeploy and verify workload health.
Connects deployment symptoms to configuration errors and produces a minimal, verifiable manifest correction.
UC-018Infrastructure as code
Detect configuration drift, a security finding or cloud cost issue → locate the responsible infrastructure configuration → edit it → validate the plan and open a change for review.
Translates live infrastructure findings into reviewable configuration changes with their operational impact explained.
03 / Marketing strategy
UC-019Strategy
Converts business goals into audiences, channels, messaging, budgets and timelines.
Approves strategy and spend.
Pipeline, ROAS
UC-020Research
Analyses surveys, reviews, calls, social posts and CRM notes to identify needs and objections.
Validates insights.
Research time, insight adoption
UC-021Audience
Continuously groups customers by behaviour, intent, value, lifecycle stage or likelihood to buy.
Reviews sensitive targeting rules.
Conversion rate
04 / Content & community
UC-022Content
Generates campaign themes, blog topics, social concepts, hooks and content briefs.
Selects ideas and brand direction.
Content velocity
UC-023Content
Drafts emails, landing pages, articles, ads, product descriptions and social posts.
Reviews claims, quality and tone.
Production time
UC-024Content
Turns webinars, reports and videos into posts, emails, clips, summaries and sales assets.
Approves final outputs.
Assets per source
UC-025Organic growth
Finds topic gaps, builds briefs, improves internal links and recommends content updates.
Reviews editorial decisions.
Organic traffic
UC-026Social
Plans calendars, drafts posts, recommends publishing times and flags comments needing attention.
Approves publishing and sensitive replies.
Engagement rate
UC-027Community
Answers routine questions, welcomes members, categorises feedback and escalates complaints.
Handles complex or reputational issues.
Response time
05 / Demand & lifecycle
UC-028Demand generation
Enriches leads, scores intent, asks qualifying questions and routes prospects to the right team.
Defines qualification criteria.
Qualified-lead rate
UC-029Demand generation
Engages website visitors, recommends resources, captures details and books meetings.
Reviews conversation flows.
Meetings booked
UC-030Email
Selects content, offers, subject lines and send times for each subscriber.
Sets frequency and compliance rules.
Click and conversion rates
UC-031Lifecycle
Coordinates onboarding, activation, retention, renewal and win-back journeys.
Approves journey logic.
Retention, churn
UC-032Enterprise growth
Researches target accounts and produces personalised messages, ads, landing pages and briefs.
Approves account strategy.
Account engagement
UC-033Paid media
Monitors performance, reallocates budgets, pauses weak ads and proposes new experiments.
Sets spending and risk limits.
CPA, ROAS
UC-034Experimentation
Produces controlled variations of copy, imagery concepts, offers and calls to action.
Approves test design.
Performance uplift
UC-035Web experience
Changes page content and recommendations based on visitor source, industry, intent or history.
Defines eligible experiences.
Website conversion
06 / Intelligence & operations
UC-036Market intelligence
Tracks competitor messaging, campaigns, positioning, pricing pages and content themes.
Interprets strategic implications.
Insight-to-action time
UC-037Customer insight
Classifies feedback into themes, detects emerging issues and shares recommended actions.
Confirms priorities.
Satisfaction, issue resolution
UC-038Analytics
Combines channel data, explains changes, identifies anomalies and prepares performance reports.
Validates attribution and conclusions.
Reporting time
UC-039Analytics
Connects marketing activities with customer journeys and suggests budget changes.
Approves attribution assumptions.
Incremental revenue
UC-040Events
Builds invite lists, personalises outreach, manages reminders and coordinates follow-up.
Approves guests and messaging.
Registrations, attendance
UC-041Partnerships
Identifies relevant creators, assesses audience fit and drafts outreach messages.
Verifies creators and negotiates terms.
Cost per engagement
UC-042Governance
Reviews assets for tone, terminology, visual rules, legal disclaimers and unsupported claims.
Makes final approval decisions.
Compliance incidents
UC-043Operations
Cleans CRM data, fixes campaign naming, updates records and coordinates tasks across tools.
Sets permissions and audit rules.
Data quality, hours saved
No use cases match . Try a technology, workflow, or outcome.